Dataset info
| Number of variables | 42 |
|---|---|
| Number of observations | 183978 |
| Missing cells | 47301 (0.6%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 59.0 MiB |
| Average record size in memory | 336.0 B |
Variables types
| Numeric | 31 |
|---|---|
| Categorical | 4 |
| Boolean | 0 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 7 |
| Unsupported | 0 |
Warnings
agility has 2713 (1.5%) missing values | Missing |
attacking_work_rate has 3230 (1.8%) missing values | Missing |
balance has 2713 (1.5%) missing values | Missing |
curve has 2713 (1.5%) missing values | Missing |
date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
date has a high cardinality: 197 distinct values | Warning |
dribbling is highly correlated with ball_control (ρ = 0.9007676657) | Rejected |
gk_handling is highly correlated with gk_diving (ρ = 0.9251602656) | Rejected |
gk_positioning is highly correlated with gk_handling (ρ = 0.966300514) | Rejected |
gk_reflexes is highly correlated with gk_positioning (ρ = 0.9667111236) | Rejected |
jumping has 2713 (1.5%) missing values | Missing |
sliding_tackle is highly correlated with marking (ρ = 0.9375341228) | Rejected |
sprint_speed is highly correlated with acceleration (ρ = 0.9044869031) | Rejected |
standing_tackle is highly correlated with sliding_tackle (ρ = 0.953103677) | Rejected |
vision has 2713 (1.5%) missing values | Missing |
volleys has 2713 (1.5%) missing values | Missing |
acceleration
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 67.65935722 |
|---|---|
| Minimum | 10 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 61 |
| Median | 69 |
| Q3 | 77 |
| 95-th percentile | 86 |
| Maximum | 97 |
| Range | 87 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 12.98332574 |
|---|---|
| Coef of variation | 0.1918925375 |
| Kurtosis | 0.6206500902 |
| Mean | 67.65935722 |
| MAD | 10.00692988 |
| Skewness | -0.742189105 |
| Sum | 12391270 |
| Variance | 168.5667473 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 8392 | 4.6% | |
| 69 | 7629 | 4.1% | |
| 74 | 7161 | 3.9% | |
| 67 | 6801 | 3.7% | |
| 76 | 6594 | 3.6% | |
| 75 | 6416 | 3.5% | |
| 78 | 6253 | 3.4% | |
| 77 | 6151 | 3.3% | |
| 66 | 6117 | 3.3% | |
| 72 | 6028 | 3.3% | |
| Other values (76) | 115600 | 62.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 13 | 6 | < 0.1% | |
| 14 | 13 | < 0.1% | |
| 15 | 7 | < 0.1% | |
| 16 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 47 | < 0.1% | |
| 96 | 58 | < 0.1% | |
| 95 | 109 | 0.1% | |
| 94 | 268 | 0.1% | |
| 93 | 525 | 0.3% |
aggression
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 60.94804578 |
|---|---|
| Minimum | 6 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 51 |
| Median | 64 |
| Q3 | 73 |
| 95-th percentile | 83 |
| Maximum | 97 |
| Range | 91 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 16.08952101 |
|---|---|
| Coef of variation | 0.2639874799 |
| Kurtosis | -0.2247344567 |
| Mean | 60.94804578 |
| MAD | 13.0391748 |
| Skewness | -0.6290918635 |
| Sum | 11162147 |
| Variance | 258.8726864 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 5776 | 3.1% | |
| 74 | 5501 | 3.0% | |
| 72 | 5283 | 2.9% | |
| 75 | 5158 | 2.8% | |
| 70 | 5144 | 2.8% | |
| 71 | 5010 | 2.7% | |
| 73 | 4951 | 2.7% | |
| 67 | 4926 | 2.7% | |
| 69 | 4790 | 2.6% | |
| 66 | 4770 | 2.6% | |
| Other values (81) | 131833 | 71.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 10 | 8 | < 0.1% | |
| 11 | 60 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 5 | < 0.1% | |
| 96 | 16 | < 0.1% | |
| 95 | 6 | < 0.1% | |
| 94 | 58 | < 0.1% | |
| 93 | 75 | < 0.1% |
agility
Numeric
| Distinct count | 82 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.97090999 |
|---|---|
| Minimum | 11 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 58 |
| Median | 68 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 85 |
| Interquartile range | 17 |
Descriptive statistics
| Standard deviation | 12.9545851 |
|---|---|
| Coef of variation | 0.1963681432 |
| Kurtosis | 0.2233732336 |
| Mean | 65.97090999 |
| MAD | 10.22619246 |
| Skewness | -0.5927497167 |
| Sum | 11958217 |
| Variance | 167.8212751 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 72 | 6860 | 3.7% | |
| 74 | 6417 | 3.5% | |
| 73 | 6263 | 3.4% | |
| 68 | 6130 | 3.3% | |
| 70 | 6120 | 3.3% | |
| 75 | 5885 | 3.2% | |
| 65 | 5863 | 3.2% | |
| 71 | 5825 | 3.2% | |
| 76 | 5592 | 3.0% | |
| 64 | 5585 | 3.0% | |
| Other values (71) | 120725 | 65.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 15 | 2 | < 0.1% | |
| 16 | 7 | < 0.1% | |
| 19 | 10 | < 0.1% | |
| 20 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 12 | < 0.1% | |
| 95 | 74 | < 0.1% | |
| 94 | 155 | 0.1% | |
| 93 | 371 | 0.2% | |
| 92 | 658 | 0.4% |
attacking_work_rate
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 1.8% |
| Missing (n) | 3230 |
| medium | |
|---|---|
| high | |
| low | 8569 |
| Other values (5) | 4286 |
| Value | Count | Frequency (%) | |
| medium | 125070 | 68.0% | |
| high | 42823 | 23.3% | |
| low | 8569 | 4.7% | |
| None | 3639 | 2.0% | |
| norm | 348 | 0.2% | |
| y | 106 | 0.1% | |
| le | 104 | 0.1% | |
| stoc | 89 | < 0.1% | |
| (Missing) | 3230 | 1.8% |
| Max length | 6 |
|---|---|
| Mean length | 5.310183826 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
balance
Numeric
| Distinct count | 82 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.18949604 |
|---|---|
| Minimum | 12 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 84 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 13.06318754 |
|---|---|
| Coef of variation | 0.2003879203 |
| Kurtosis | 0.2104626723 |
| Mean | 65.18949604 |
| MAD | 10.30591896 |
| Skewness | -0.5807315803 |
| Sum | 11816574 |
| Variance | 170.6468687 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 70 | 7116 | 3.9% | |
| 72 | 6999 | 3.8% | |
| 71 | 6363 | 3.5% | |
| 74 | 6160 | 3.3% | |
| 68 | 6044 | 3.3% | |
| 73 | 5905 | 3.2% | |
| 65 | 5770 | 3.1% | |
| 75 | 5678 | 3.1% | |
| 62 | 5656 | 3.1% | |
| 60 | 5357 | 2.9% | |
| Other values (71) | 120217 | 65.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 4 | < 0.1% | |
| 15 | 8 | < 0.1% | |
| 17 | 9 | < 0.1% | |
| 18 | 3 | < 0.1% | |
| 20 | 51 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 18 | < 0.1% | |
| 95 | 108 | 0.1% | |
| 94 | 137 | 0.1% | |
| 93 | 378 | 0.2% | |
| 92 | 674 | 0.4% |
ball_control
Numeric
| Distinct count | 94 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.38887858 |
|---|---|
| Minimum | 5 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 73 |
| 95-th percentile | 82 |
| Maximum | 97 |
| Range | 92 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 15.19667056 |
|---|---|
| Coef of variation | 0.2397371732 |
| Kurtosis | 1.68492257 |
| Mean | 63.38887858 |
| MAD | 11.02878385 |
| Skewness | -1.344868549 |
| Sum | 11609166 |
| Variance | 230.9387962 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 7464 | 4.1% | |
| 74 | 7113 | 3.9% | |
| 73 | 7080 | 3.8% | |
| 66 | 7001 | 3.8% | |
| 72 | 6903 | 3.8% | |
| 67 | 6852 | 3.7% | |
| 70 | 6774 | 3.7% | |
| 64 | 6754 | 3.7% | |
| 65 | 6523 | 3.5% | |
| 71 | 6477 | 3.5% | |
| Other values (83) | 114201 | 62.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 3 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 9 | 8 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 4 | < 0.1% | |
| 96 | 29 | < 0.1% | |
| 95 | 34 | < 0.1% | |
| 94 | 58 | < 0.1% | |
| 93 | 52 | < 0.1% |
crossing
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.0868834 |
|---|---|
| Minimum | 1 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 45 |
| Median | 59 |
| Q3 | 68 |
| 95-th percentile | 78 |
| Maximum | 95 |
| Range | 94 |
| Interquartile range | 23 |
Descriptive statistics
| Standard deviation | 17.24213473 |
|---|---|
| Coef of variation | 0.3129989149 |
| Kurtosis | -0.08128253491 |
| Mean | 55.0868834 |
| MAD | 13.88008174 |
| Skewness | -0.7381359308 |
| Sum | 10088722 |
| Variance | 297.2912101 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 5812 | 3.2% | |
| 62 | 5669 | 3.1% | |
| 67 | 5592 | 3.0% | |
| 60 | 5502 | 3.0% | |
| 64 | 5432 | 3.0% | |
| 25 | 5410 | 2.9% | |
| 63 | 5266 | 2.9% | |
| 65 | 5153 | 2.8% | |
| 66 | 5002 | 2.7% | |
| 61 | 4900 | 2.7% | |
| Other values (85) | 129404 | 70.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 6 | < 0.1% | |
| 5 | 34 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 7 | < 0.1% | |
| 94 | 4 | < 0.1% | |
| 93 | 9 | < 0.1% | |
| 92 | 19 | < 0.1% | |
| 91 | 30 | < 0.1% |
curve
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.96567456 |
|---|---|
| Minimum | 2 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 41 |
| Median | 56 |
| Q3 | 67 |
| 95-th percentile | 79 |
| Maximum | 94 |
| Range | 92 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 18.25578848 |
|---|---|
| Coef of variation | 0.344672066 |
| Kurtosis | -0.4868261583 |
| Mean | 52.96567456 |
| MAD | 15.02307403 |
| Skewness | -0.4644536348 |
| Sum | 9600823 |
| Variance | 333.2738129 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 5598 | 3.0% | |
| 68 | 4567 | 2.5% | |
| 60 | 4428 | 2.4% | |
| 63 | 4427 | 2.4% | |
| 66 | 4361 | 2.4% | |
| 64 | 4287 | 2.3% | |
| 58 | 4258 | 2.3% | |
| 59 | 3991 | 2.2% | |
| 67 | 3902 | 2.1% | |
| 56 | 3863 | 2.1% | |
| Other values (82) | 137583 | 74.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 2 | < 0.1% | |
| 4 | 21 | < 0.1% | |
| 5 | 83 | < 0.1% | |
| 6 | 88 | < 0.1% | |
| 7 | 138 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 17 | < 0.1% | |
| 93 | 3 | < 0.1% | |
| 92 | 27 | < 0.1% | |
| 91 | 54 | < 0.1% | |
| 90 | 139 | 0.1% |
date
Categorical
| Distinct count | 197 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2007-02-22 00:00:00 | 11794 |
|---|---|
| 2013-09-20 00:00:00 | 6543 |
| 2011-08-30 00:00:00 | 6525 |
| Other values (194) |
| Value | Count | Frequency (%) | |
| 2007-02-22 00:00:00 | 11794 | 6.4% | |
| 2013-09-20 00:00:00 | 6543 | 3.6% | |
| 2011-08-30 00:00:00 | 6525 | 3.5% | |
| 2015-09-21 00:00:00 | 6522 | 3.5% | |
| 2012-08-31 00:00:00 | 6495 | 3.5% | |
| 2014-09-18 00:00:00 | 6434 | 3.5% | |
| 2013-02-15 00:00:00 | 6377 | 3.5% | |
| 2010-08-30 00:00:00 | 6369 | 3.5% | |
| 2012-02-22 00:00:00 | 6137 | 3.3% | |
| 2009-08-30 00:00:00 | 5693 | 3.1% | |
| Other values (187) | 115089 | 62.6% |
| Max length | 19 |
|---|---|
| Mean length | 19 |
| Min length | 19 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
defensive_work_rate
Categorical
| Distinct count | 20 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| medium | |
|---|---|
| high | |
| low | 18432 |
| Other values (16) | 6823 |
| Value | Count | Frequency (%) | |
| medium | 130846 | 71.1% | |
| high | 27041 | 14.7% | |
| low | 18432 | 10.0% | |
| _0 | 2394 | 1.3% | |
| o | 1550 | 0.8% | |
| 1 | 441 | 0.2% | |
| ormal | 348 | 0.2% | |
| 2 | 342 | 0.2% | |
| 3 | 258 | 0.1% | |
| 5 | 234 | 0.1% | |
| Other values (9) | 1256 | 0.7% | |
| (Missing) | 836 | 0.5% |
| Max length | 6 |
|---|---|
| Mean length | 5.235185729 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
dribbling
Highly correlated
This variable is highly correlated with ball_control and should be ignored for analysis
| Correlation | 0.9007676657 |
|---|
finishing
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.92107763 |
|---|---|
| Minimum | 1 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 34 |
| Median | 53 |
| Q3 | 65 |
| 95-th percentile | 77 |
| Maximum | 97 |
| Range | 96 |
| Interquartile range | 31 |
Descriptive statistics
| Standard deviation | 19.03870499 |
|---|---|
| Coef of variation | 0.3813760819 |
| Kurtosis | -0.9141318317 |
| Mean | 49.92107763 |
| MAD | 16.27460061 |
| Skewness | -0.2873082983 |
| Sum | 9142646 |
| Variance | 362.4722878 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 7855 | 4.3% | |
| 64 | 4659 | 2.5% | |
| 66 | 4510 | 2.5% | |
| 65 | 4428 | 2.4% | |
| 62 | 4361 | 2.4% | |
| 60 | 4243 | 2.3% | |
| 68 | 4153 | 2.3% | |
| 63 | 4096 | 2.2% | |
| 67 | 4014 | 2.2% | |
| 58 | 3781 | 2.1% | |
| Other values (87) | 137042 | 74.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | < 0.1% | |
| 2 | 16 | < 0.1% | |
| 3 | 30 | < 0.1% | |
| 4 | 15 | < 0.1% | |
| 5 | 64 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 7 | < 0.1% | |
| 96 | 1 | < 0.1% | |
| 95 | 19 | < 0.1% | |
| 94 | 23 | < 0.1% | |
| 93 | 39 | < 0.1% |
free_kick_accuracy
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.3809503 |
|---|---|
| Minimum | 1 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 36 |
| Median | 50 |
| Q3 | 63 |
| 95-th percentile | 76 |
| Maximum | 97 |
| Range | 96 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 17.83174641 |
|---|---|
| Coef of variation | 0.3611057766 |
| Kurtosis | -0.6568888612 |
| Mean | 49.3809503 |
| MAD | 14.80345156 |
| Skewness | -0.2125979597 |
| Sum | 9043726 |
| Variance | 317.9711799 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 6270 | 3.4% | |
| 60 | 4194 | 2.3% | |
| 58 | 3885 | 2.1% | |
| 54 | 3821 | 2.1% | |
| 42 | 3729 | 2.0% | |
| 52 | 3709 | 2.0% | |
| 41 | 3690 | 2.0% | |
| 46 | 3657 | 2.0% | |
| 56 | 3648 | 2.0% | |
| 48 | 3618 | 2.0% | |
| Other values (87) | 142921 | 77.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 9 | < 0.1% | |
| 5 | 52 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 1 | < 0.1% | |
| 96 | 3 | < 0.1% | |
| 95 | 6 | < 0.1% | |
| 94 | 12 | < 0.1% | |
| 93 | 32 | < 0.1% |
gk_diving
Numeric
| Distinct count | 94 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.70439331 |
|---|---|
| Minimum | 1 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 7 |
| Median | 10 |
| Q3 | 13 |
| 95-th percentile | 67 |
| Maximum | 94 |
| Range | 93 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 16.86546733 |
|---|---|
| Coef of variation | 1.146967914 |
| Kurtosis | 7.446820671 |
| Mean | 14.70439331 |
| MAD | 9.079156524 |
| Skewness | 2.958864689 |
| Sum | 2692992 |
| Variance | 284.4439882 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 8 | 16887 | 9.2% | |
| 9 | 15874 | 8.6% | |
| 7 | 15566 | 8.5% | |
| 6 | 15495 | 8.4% | |
| 11 | 15287 | 8.3% | |
| 10 | 14896 | 8.1% | |
| 12 | 14771 | 8.0% | |
| 13 | 14495 | 7.9% | |
| 14 | 14494 | 7.9% | |
| 5 | 11490 | 6.2% | |
| Other values (83) | 33887 | 18.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 964 | 0.5% | |
| 2 | 1075 | 0.6% | |
| 3 | 1301 | 0.7% | |
| 4 | 1649 | 0.9% | |
| 5 | 11490 | 6.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 4 | < 0.1% | |
| 93 | 5 | < 0.1% | |
| 92 | 2 | < 0.1% | |
| 91 | 22 | < 0.1% | |
| 90 | 25 | < 0.1% |
gk_handling
Highly correlated
This variable is highly correlated with gk_diving and should be ignored for analysis
| Correlation | 0.9251602656 |
|---|
gk_kicking
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 20.99836193 |
|---|---|
| Minimum | 1 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| Median | 12 |
| Q3 | 15 |
| 95-th percentile | 69 |
| Maximum | 97 |
| Range | 96 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 21.4529801 |
|---|---|
| Coef of variation | 1.021650173 |
| Kurtosis | 0.6975753409 |
| Mean | 20.99836193 |
| MAD | 16.96941527 |
| Skewness | 1.516016937 |
| Sum | 3845682 |
| Variance | 460.2303553 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 7 | 13820 | 7.5% | |
| 12 | 13495 | 7.3% | |
| 10 | 13395 | 7.3% | |
| 9 | 13297 | 7.2% | |
| 8 | 13252 | 7.2% | |
| 11 | 13137 | 7.1% | |
| 13 | 13029 | 7.1% | |
| 6 | 12392 | 6.7% | |
| 14 | 12339 | 6.7% | |
| 15 | 11677 | 6.3% | |
| Other values (87) | 53309 | 29.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 93 | 0.1% | |
| 2 | 222 | 0.1% | |
| 3 | 320 | 0.2% | |
| 4 | 746 | 0.4% | |
| 5 | 9152 | 5.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 2 | < 0.1% | |
| 96 | 1 | < 0.1% | |
| 95 | 8 | < 0.1% | |
| 94 | 10 | < 0.1% | |
| 93 | 11 | < 0.1% |
gk_positioning
Highly correlated
This variable is highly correlated with gk_handling and should be ignored for analysis
| Correlation | 0.966300514 |
|---|
gk_reflexes
Highly correlated
This variable is highly correlated with gk_positioning and should be ignored for analysis
| Correlation | 0.9667111236 |
|---|
heading_accuracy
Numeric
| Distinct count | 97 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 57.26602309 |
|---|---|
| Minimum | 1 |
| Maximum | 98 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 49 |
| Median | 60 |
| Q3 | 68 |
| 95-th percentile | 79 |
| Maximum | 98 |
| Range | 97 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 16.48890531 |
|---|---|
| Coef of variation | 0.2879352262 |
| Kurtosis | 0.6628800429 |
| Mean | 57.26602309 |
| MAD | 12.64138232 |
| Skewness | -0.8934557163 |
| Sum | 10487814 |
| Variance | 271.8839984 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 6140 | 3.3% | |
| 60 | 5812 | 3.2% | |
| 64 | 5725 | 3.1% | |
| 58 | 5570 | 3.0% | |
| 62 | 5517 | 3.0% | |
| 65 | 5339 | 2.9% | |
| 67 | 5333 | 2.9% | |
| 59 | 5240 | 2.8% | |
| 66 | 4963 | 2.7% | |
| 63 | 4883 | 2.7% | |
| Other values (86) | 128620 | 69.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 2 | 4 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 5 | 11 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 98 | 1 | < 0.1% | |
| 95 | 23 | < 0.1% | |
| 94 | 41 | < 0.1% | |
| 93 | 57 | < 0.1% | |
| 92 | 95 | 0.1% |
id
Numeric
| Distinct count | 183978 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 91989.5 |
|---|---|
| Minimum | 1 |
| Maximum | 183978 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9199.85 |
| Q1 | 45995.25 |
| Median | 91989.5 |
| Q3 | 137983.75 |
| 95-th percentile | 174779.15 |
| Maximum | 183978 |
| Range | 183977 |
| Interquartile range | 91988.5 |
Descriptive statistics
| Standard deviation | 53110.01825 |
|---|---|
| Coef of variation | 0.5773487001 |
| Kurtosis | -1.2 |
| Mean | 91989.5 |
| MAD | 45994.5 |
| Skewness | 0 |
| Sum | 1.692404423e+10 |
| Variance | 2820674038 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 36155 | 1 | < 0.1% | |
| 142703 | 1 | < 0.1% | |
| 140654 | 1 | < 0.1% | |
| 146797 | 1 | < 0.1% | |
| 144748 | 1 | < 0.1% | |
| 134507 | 1 | < 0.1% | |
| 132458 | 1 | < 0.1% | |
| 138601 | 1 | < 0.1% | |
| 136552 | 1 | < 0.1% | |
| Other values (183968) | 183968 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 183978 | 1 | < 0.1% | |
| 183977 | 1 | < 0.1% | |
| 183976 | 1 | < 0.1% | |
| 183975 | 1 | < 0.1% | |
| 183974 | 1 | < 0.1% |
interceptions
Numeric
| Distinct count | 97 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.00927149 |
|---|---|
| Minimum | 1 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 34 |
| Median | 57 |
| Q3 | 68 |
| 95-th percentile | 79 |
| Maximum | 96 |
| Range | 95 |
| Interquartile range | 34 |
Descriptive statistics
| Standard deviation | 19.4501328 |
|---|---|
| Coef of variation | 0.3739743365 |
| Kurtosis | -1.161897226 |
| Mean | 52.00927149 |
| MAD | 17.00148746 |
| Skewness | -0.2960551104 |
| Sum | 9525082 |
| Variance | 378.307666 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 7758 | 4.2% | |
| 64 | 5041 | 2.7% | |
| 68 | 4966 | 2.7% | |
| 65 | 4673 | 2.5% | |
| 72 | 4463 | 2.4% | |
| 69 | 4366 | 2.4% | |
| 66 | 4357 | 2.4% | |
| 67 | 4290 | 2.3% | |
| 63 | 4155 | 2.3% | |
| 70 | 4091 | 2.2% | |
| Other values (86) | 134982 | 73.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 5 | 9 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 5 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 12 | < 0.1% | |
| 93 | 27 | < 0.1% | |
| 92 | 54 | < 0.1% |
jumping
Numeric
| Distinct count | 80 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 66.96904532 |
|---|---|
| Minimum | 14 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 60 |
| Median | 68 |
| Q3 | 74 |
| 95-th percentile | 83 |
| Maximum | 96 |
| Range | 82 |
| Interquartile range | 14 |
Descriptive statistics
| Standard deviation | 11.0067343 |
|---|---|
| Coef of variation | 0.1643555503 |
| Kurtosis | 0.6238670716 |
| Mean | 66.96904532 |
| MAD | 8.606627273 |
| Skewness | -0.51182556 |
| Sum | 12139144 |
| Variance | 121.1481999 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 72 | 8625 | 4.7% | |
| 70 | 8305 | 4.5% | |
| 71 | 7603 | 4.1% | |
| 73 | 6917 | 3.8% | |
| 74 | 6804 | 3.7% | |
| 64 | 6528 | 3.5% | |
| 66 | 6345 | 3.4% | |
| 68 | 6345 | 3.4% | |
| 67 | 6332 | 3.4% | |
| 62 | 6320 | 3.4% | |
| Other values (69) | 111141 | 60.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 14 | 3 | < 0.1% | |
| 19 | 5 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 21 | 16 | < 0.1% | |
| 22 | 14 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 20 | < 0.1% | |
| 95 | 36 | < 0.1% | |
| 94 | 114 | 0.1% | |
| 93 | 262 | 0.1% | |
| 92 | 432 | 0.2% |
long_passing
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 57.0698802 |
|---|---|
| Minimum | 3 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 49 |
| Median | 59 |
| Q3 | 67 |
| 95-th percentile | 77 |
| Maximum | 97 |
| Range | 94 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.39446357 |
|---|---|
| Coef of variation | 0.2522252284 |
| Kurtosis | 0.1154319206 |
| Mean | 57.0698802 |
| MAD | 11.40124338 |
| Skewness | -0.6553935 |
| Sum | 10451892 |
| Variance | 207.2005814 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 64 | 6606 | 3.6% | |
| 65 | 5932 | 3.2% | |
| 62 | 5904 | 3.2% | |
| 58 | 5846 | 3.2% | |
| 60 | 5827 | 3.2% | |
| 66 | 5779 | 3.1% | |
| 68 | 5492 | 3.0% | |
| 61 | 5478 | 3.0% | |
| 67 | 5466 | 3.0% | |
| 63 | 5438 | 3.0% | |
| Other values (85) | 125374 | 68.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 8 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 2 | < 0.1% | |
| 96 | 3 | < 0.1% | |
| 95 | 25 | < 0.1% | |
| 94 | 34 | < 0.1% | |
| 93 | 27 | < 0.1% |
long_shots
Numeric
| Distinct count | 97 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 53.33943061 |
|---|---|
| Minimum | 1 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 41 |
| Median | 58 |
| Q3 | 67 |
| 95-th percentile | 77 |
| Maximum | 96 |
| Range | 95 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 18.36702492 |
|---|---|
| Coef of variation | 0.3443423507 |
| Kurtosis | -0.5291796251 |
| Mean | 53.33943061 |
| MAD | 15.15073009 |
| Skewness | -0.5997020182 |
| Sum | 9768690 |
| Variance | 337.3476045 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 6651 | 3.6% | |
| 64 | 5322 | 2.9% | |
| 68 | 5081 | 2.8% | |
| 60 | 5076 | 2.8% | |
| 66 | 4946 | 2.7% | |
| 63 | 4914 | 2.7% | |
| 65 | 4790 | 2.6% | |
| 62 | 4784 | 2.6% | |
| 67 | 4762 | 2.6% | |
| 58 | 4595 | 2.5% | |
| Other values (86) | 132221 | 71.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 9 | < 0.1% | |
| 5 | 57 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 7 | < 0.1% | |
| 94 | 9 | < 0.1% | |
| 93 | 27 | < 0.1% | |
| 92 | 14 | < 0.1% |
marking
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.7722423 |
|---|---|
| Minimum | 1 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 25 |
| Median | 50 |
| Q3 | 66 |
| 95-th percentile | 76 |
| Maximum | 96 |
| Range | 95 |
| Interquartile range | 41 |
Descriptive statistics
| Standard deviation | 21.22766743 |
|---|---|
| Coef of variation | 0.4538518229 |
| Kurtosis | -1.402703392 |
| Mean | 46.7722423 |
| MAD | 19.25507802 |
| Skewness | -0.09629011725 |
| Sum | 8565962 |
| Variance | 450.6138646 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 15072 | 8.2% | |
| 68 | 4747 | 2.6% | |
| 64 | 4487 | 2.4% | |
| 22 | 4429 | 2.4% | |
| 65 | 4422 | 2.4% | |
| 21 | 4365 | 2.4% | |
| 67 | 4133 | 2.2% | |
| 66 | 4121 | 2.2% | |
| 62 | 3929 | 2.1% | |
| 63 | 3902 | 2.1% | |
| Other values (85) | 129535 | 70.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 2 | 13 | < 0.1% | |
| 3 | 17 | < 0.1% | |
| 4 | 22 | < 0.1% | |
| 5 | 59 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 94 | 4 | < 0.1% | |
| 93 | 8 | < 0.1% | |
| 92 | 6 | < 0.1% | |
| 91 | 33 | < 0.1% |
overall_rating
Numeric
| Distinct count | 62 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 68.60001529 |
|---|---|
| Minimum | 33 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 64 |
| Median | 69 |
| Q3 | 73 |
| 95-th percentile | 80 |
| Maximum | 94 |
| Range | 61 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 7.041139482 |
|---|---|
| Coef of variation | 0.1026404944 |
| Kurtosis | 0.2694209695 |
| Mean | 68.60001529 |
| MAD | 5.576815486 |
| Skewness | -0.1993673271 |
| Sum | 12563544 |
| Variance | 49.5776452 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 10492 | 5.7% | |
| 69 | 10281 | 5.6% | |
| 67 | 10198 | 5.5% | |
| 66 | 10112 | 5.5% | |
| 70 | 10028 | 5.5% | |
| 72 | 9740 | 5.3% | |
| 71 | 9354 | 5.1% | |
| 65 | 9336 | 5.1% | |
| 73 | 9044 | 4.9% | |
| 64 | 9030 | 4.9% | |
| Other values (51) | 85527 | 46.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 33 | 2 | < 0.1% | |
| 35 | 5 | < 0.1% | |
| 36 | 3 | < 0.1% | |
| 37 | 3 | < 0.1% | |
| 38 | 8 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 12 | < 0.1% | |
| 93 | 11 | < 0.1% | |
| 92 | 16 | < 0.1% | |
| 91 | 16 | < 0.1% | |
| 90 | 68 | < 0.1% |
penalties
Numeric
| Distinct count | 95 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.00398598 |
|---|---|
| Minimum | 2 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 45 |
| Median | 57 |
| Q3 | 67 |
| 95-th percentile | 77 |
| Maximum | 96 |
| Range | 94 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 15.54651863 |
|---|---|
| Coef of variation | 0.2826434913 |
| Kurtosis | -0.1604619724 |
| Mean | 55.00398598 |
| MAD | 12.51713633 |
| Skewness | -0.4698135775 |
| Sum | 10073540 |
| Variance | 241.6942415 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 58 | 5150 | 2.8% | |
| 64 | 5052 | 2.7% | |
| 60 | 5049 | 2.7% | |
| 62 | 4809 | 2.6% | |
| 68 | 4725 | 2.6% | |
| 54 | 4700 | 2.6% | |
| 59 | 4653 | 2.5% | |
| 56 | 4640 | 2.5% | |
| 66 | 4535 | 2.5% | |
| 65 | 4504 | 2.4% | |
| Other values (84) | 135325 | 73.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 5 | 14 | < 0.1% | |
| 6 | 13 | < 0.1% | |
| 7 | 16 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 4 | < 0.1% | |
| 95 | 19 | < 0.1% | |
| 94 | 30 | < 0.1% | |
| 93 | 34 | < 0.1% | |
| 92 | 80 | < 0.1% |
player_api_id
Numeric
| Distinct count | 11060 |
|---|---|
| Unique (%) | 6.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 135900.6173 |
|---|---|
| Minimum | 2625 |
| Maximum | 750584 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2625 |
|---|---|
| 5-th percentile | 23352 |
| Q1 | 34763 |
| Median | 77741 |
| Q3 | 191080 |
| 95-th percentile | 448851 |
| Maximum | 750584 |
| Range | 747959 |
| Interquartile range | 156317 |
Descriptive statistics
| Standard deviation | 136927.8405 |
|---|---|
| Coef of variation | 1.007558635 |
| Kurtosis | 2.219202257 |
| Mean | 135900.6173 |
| MAD | 106332.2659 |
| Skewness | 1.579692653 |
| Sum | 2.500272377e+10 |
| Variance | 1.874923351e+10 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 210278 | 56 | < 0.1% | |
| 41269 | 56 | < 0.1% | |
| 42116 | 55 | < 0.1% | |
| 26472 | 54 | < 0.1% | |
| 179795 | 53 | < 0.1% | |
| 41890 | 53 | < 0.1% | |
| 25772 | 52 | < 0.1% | |
| 30453 | 51 | < 0.1% | |
| 47394 | 50 | < 0.1% | |
| 163838 | 50 | < 0.1% | |
| Other values (11050) | 183448 | 99.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2625 | 14 | < 0.1% | |
| 2752 | 21 | < 0.1% | |
| 2768 | 21 | < 0.1% | |
| 2770 | 15 | < 0.1% | |
| 2790 | 5 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 750584 | 2 | < 0.1% | |
| 750435 | 9 | < 0.1% | |
| 748432 | 2 | < 0.1% | |
| 746419 | 2 | < 0.1% | |
| 744907 | 11 | < 0.1% |
player_fifa_api_id
Numeric
| Distinct count | 11062 |
|---|---|
| Unique (%) | 6.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 165671.5243 |
|---|---|
| Minimum | 2 |
| Maximum | 234141 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 20799 |
| Q1 | 155798 |
| Median | 183488 |
| Q3 | 199848 |
| 95-th percentile | 217526 |
| Maximum | 234141 |
| Range | 234139 |
| Interquartile range | 44050 |
Descriptive statistics
| Standard deviation | 53851.09477 |
|---|---|
| Coef of variation | 0.3250473791 |
| Kurtosis | 2.211197589 |
| Mean | 165671.5243 |
| MAD | 38490.19864 |
| Skewness | -1.708969781 |
| Sum | 3.04799157e+10 |
| Variance | 2899940408 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 184431 | 96 | 0.1% | |
| 193061 | 56 | < 0.1% | |
| 178393 | 56 | < 0.1% | |
| 155887 | 54 | < 0.1% | |
| 173210 | 53 | < 0.1% | |
| 184267 | 53 | < 0.1% | |
| 168650 | 52 | < 0.1% | |
| 41635 | 51 | < 0.1% | |
| 179605 | 50 | < 0.1% | |
| 183284 | 50 | < 0.1% | |
| Other values (11052) | 183407 | 99.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 30 | < 0.1% | |
| 6 | 8 | < 0.1% | |
| 11 | 17 | < 0.1% | |
| 16 | 16 | < 0.1% | |
| 27 | 30 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 234141 | 2 | < 0.1% | |
| 233969 | 2 | < 0.1% | |
| 233930 | 2 | < 0.1% | |
| 233911 | 2 | < 0.1% | |
| 233885 | 3 | < 0.1% |
positioning
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.78650446 |
|---|---|
| Minimum | 2 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 45 |
| Median | 60 |
| Q3 | 69 |
| 95-th percentile | 80 |
| Maximum | 96 |
| Range | 94 |
| Interquartile range | 24 |
Descriptive statistics
| Standard deviation | 18.4482923 |
|---|---|
| Coef of variation | 0.3306945377 |
| Kurtosis | -0.2625225233 |
| Mean | 55.78650446 |
| MAD | 14.94890133 |
| Skewness | -0.7332582801 |
| Sum | 10216852 |
| Variance | 340.3394888 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 6389 | 3.5% | |
| 68 | 5985 | 3.3% | |
| 64 | 5473 | 3.0% | |
| 66 | 5404 | 2.9% | |
| 67 | 5385 | 2.9% | |
| 65 | 5212 | 2.8% | |
| 70 | 4935 | 2.7% | |
| 62 | 4898 | 2.7% | |
| 72 | 4890 | 2.7% | |
| 69 | 4667 | 2.5% | |
| Other values (85) | 129904 | 70.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 9 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 16 | < 0.1% | |
| 5 | 81 | < 0.1% | |
| 6 | 85 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 2 | < 0.1% | |
| 95 | 14 | < 0.1% | |
| 94 | 36 | < 0.1% | |
| 93 | 31 | < 0.1% | |
| 92 | 59 | < 0.1% |
potential
Numeric
| Distinct count | 57 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 73.46035317 |
|---|---|
| Minimum | 39 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 63 |
| Q1 | 69 |
| Median | 74 |
| Q3 | 78 |
| 95-th percentile | 84 |
| Maximum | 97 |
| Range | 58 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 6.592270702 |
|---|---|
| Coef of variation | 0.0897391643 |
| Kurtosis | -0.1789343312 |
| Mean | 73.46035317 |
| MAD | 5.324099485 |
| Skewness | -0.03883902377 |
| Sum | 13453676 |
| Variance | 43.45803301 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 75 | 11270 | 6.1% | |
| 74 | 11140 | 6.1% | |
| 76 | 10794 | 5.9% | |
| 72 | 10287 | 5.6% | |
| 73 | 10128 | 5.5% | |
| 70 | 9459 | 5.1% | |
| 78 | 9360 | 5.1% | |
| 77 | 8947 | 4.9% | |
| 71 | 8765 | 4.8% | |
| 69 | 8506 | 4.6% | |
| Other values (46) | 84486 | 45.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 39 | 2 | < 0.1% | |
| 42 | 2 | < 0.1% | |
| 44 | 4 | < 0.1% | |
| 45 | 7 | < 0.1% | |
| 46 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 6 | < 0.1% | |
| 96 | 3 | < 0.1% | |
| 95 | 15 | < 0.1% | |
| 94 | 22 | < 0.1% | |
| 93 | 44 | < 0.1% |
preferred_foot
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| right | |
|---|---|
| left | |
| (Missing) | 836 |
| Value | Count | Frequency (%) | |
| right | 138409 | 75.2% | |
| left | 44733 | 24.3% | |
| (Missing) | 836 | 0.5% |
| Max length | 5 |
|---|---|
| Mean length | 4.752312777 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
reactions
Numeric
| Distinct count | 79 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 66.10370641 |
|---|---|
| Minimum | 17 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 61 |
| Median | 67 |
| Q3 | 72 |
| 95-th percentile | 80 |
| Maximum | 96 |
| Range | 79 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 9.15540823 |
|---|---|
| Coef of variation | 0.1385006791 |
| Kurtosis | 0.7019598101 |
| Mean | 66.10370641 |
| MAD | 7.159545229 |
| Skewness | -0.4985688252 |
| Sum | 12106365 |
| Variance | 83.82149985 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 8995 | 4.9% | |
| 66 | 8440 | 4.6% | |
| 70 | 8431 | 4.6% | |
| 67 | 8347 | 4.5% | |
| 64 | 8283 | 4.5% | |
| 69 | 7937 | 4.3% | |
| 65 | 7923 | 4.3% | |
| 72 | 7562 | 4.1% | |
| 71 | 7389 | 4.0% | |
| 74 | 7151 | 3.9% | |
| Other values (68) | 102684 | 55.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 20 | 10 | < 0.1% | |
| 21 | 5 | < 0.1% | |
| 22 | 25 | < 0.1% | |
| 23 | 13 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 10 | < 0.1% | |
| 95 | 9 | < 0.1% | |
| 94 | 18 | < 0.1% | |
| 93 | 14 | < 0.1% | |
| 92 | 29 | < 0.1% |
short_passing
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 62.42967206 |
|---|---|
| Minimum | 3 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 57 |
| Median | 65 |
| Q3 | 72 |
| 95-th percentile | 80 |
| Maximum | 97 |
| Range | 94 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 14.19406791 |
|---|---|
| Coef of variation | 0.2273609238 |
| Kurtosis | 1.458271055 |
| Mean | 62.42967206 |
| MAD | 10.4514648 |
| Skewness | -1.198995199 |
| Sum | 11433495 |
| Variance | 201.4715639 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 65 | 7792 | 4.2% | |
| 64 | 7717 | 4.2% | |
| 68 | 7531 | 4.1% | |
| 66 | 7402 | 4.0% | |
| 67 | 7355 | 4.0% | |
| 62 | 6518 | 3.5% | |
| 72 | 6332 | 3.4% | |
| 74 | 6318 | 3.4% | |
| 63 | 6304 | 3.4% | |
| 69 | 6284 | 3.4% | |
| Other values (85) | 113589 | 61.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 3 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 9 | < 0.1% | |
| 96 | 8 | < 0.1% | |
| 95 | 27 | < 0.1% | |
| 94 | 19 | < 0.1% | |
| 93 | 39 | < 0.1% |
shot_power
Numeric
| Distinct count | 97 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 61.80842734 |
|---|---|
| Minimum | 2 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 54 |
| Median | 65 |
| Q3 | 73 |
| 95-th percentile | 82 |
| Maximum | 97 |
| Range | 95 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 16.13514328 |
|---|---|
| Coef of variation | 0.2610508628 |
| Kurtosis | 0.41196193 |
| Mean | 61.80842734 |
| MAD | 12.60644255 |
| Skewness | -0.9482852099 |
| Sum | 11319719 |
| Variance | 260.3428488 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 6720 | 3.7% | |
| 72 | 6504 | 3.5% | |
| 74 | 5957 | 3.2% | |
| 70 | 5940 | 3.2% | |
| 71 | 5929 | 3.2% | |
| 65 | 5796 | 3.2% | |
| 67 | 5648 | 3.1% | |
| 75 | 5510 | 3.0% | |
| 69 | 5480 | 3.0% | |
| 73 | 5400 | 2.9% | |
| Other values (86) | 124258 | 67.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 2 | < 0.1% | |
| 3 | 8 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 6 | 21 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 1 | < 0.1% | |
| 96 | 14 | < 0.1% | |
| 95 | 25 | < 0.1% | |
| 94 | 45 | < 0.1% | |
| 93 | 43 | < 0.1% |
sliding_tackle
Highly correlated
This variable is highly correlated with marking and should be ignored for analysis
| Correlation | 0.9375341228 |
|---|
sprint_speed
Highly correlated
This variable is highly correlated with acceleration and should be ignored for analysis
| Correlation | 0.9044869031 |
|---|
stamina
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 67.03854386 |
|---|---|
| Minimum | 10 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 61 |
| Median | 69 |
| Q3 | 76 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 86 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 13.16526192 |
|---|---|
| Coef of variation | 0.1963834708 |
| Kurtosis | 1.069901798 |
| Mean | 67.03854386 |
| MAD | 9.968009885 |
| Skewness | -0.922186077 |
| Sum | 12277573 |
| Variance | 173.3241214 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 7845 | 4.3% | |
| 72 | 7341 | 4.0% | |
| 70 | 7265 | 3.9% | |
| 74 | 7141 | 3.9% | |
| 69 | 6916 | 3.8% | |
| 75 | 6644 | 3.6% | |
| 73 | 6271 | 3.4% | |
| 71 | 6150 | 3.3% | |
| 67 | 5986 | 3.3% | |
| 65 | 5807 | 3.2% | |
| Other values (74) | 115776 | 62.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 14 | 9 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 16 | 32 | < 0.1% | |
| 17 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 4 | < 0.1% | |
| 95 | 41 | < 0.1% | |
| 94 | 203 | 0.1% | |
| 93 | 345 | 0.2% | |
| 92 | 660 | 0.4% |
standing_tackle
Highly correlated
This variable is highly correlated with sliding_tackle and should be ignored for analysis
| Correlation | 0.953103677 |
|---|
strength
Numeric
| Distinct count | 83 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.5% |
| Missing (n) | 836 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 67.42452851 |
|---|---|
| Minimum | 10 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 60 |
| Median | 69 |
| Q3 | 76 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 86 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 12.07227981 |
|---|---|
| Coef of variation | 0.1790487836 |
| Kurtosis | 0.555498267 |
| Mean | 67.42452851 |
| MAD | 9.427515242 |
| Skewness | -0.6425014688 |
| Sum | 12348263 |
| Variance | 145.7399399 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 7426 | 4.0% | |
| 74 | 7190 | 3.9% | |
| 72 | 6805 | 3.7% | |
| 70 | 6684 | 3.6% | |
| 75 | 6610 | 3.6% | |
| 69 | 6241 | 3.4% | |
| 67 | 6186 | 3.4% | |
| 76 | 6075 | 3.3% | |
| 73 | 6046 | 3.3% | |
| 78 | 5994 | 3.3% | |
| Other values (72) | 117885 | 64.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 18 | 7 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 11 | < 0.1% | |
| 95 | 61 | < 0.1% | |
| 94 | 152 | 0.1% | |
| 93 | 389 | 0.2% | |
| 92 | 634 | 0.3% |
vision
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 57.87354978 |
|---|---|
| Minimum | 1 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 49 |
| Median | 60 |
| Q3 | 69 |
| 95-th percentile | 79 |
| Maximum | 97 |
| Range | 96 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 15.14408587 |
|---|---|
| Coef of variation | 0.2616754274 |
| Kurtosis | 0.09608343028 |
| Mean | 57.87354978 |
| MAD | 12.03107967 |
| Skewness | -0.6506969114 |
| Sum | 10490449 |
| Variance | 229.343337 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 68 | 5940 | 3.2% | |
| 64 | 5671 | 3.1% | |
| 65 | 5578 | 3.0% | |
| 58 | 5423 | 2.9% | |
| 59 | 5351 | 2.9% | |
| 62 | 5323 | 2.9% | |
| 66 | 5322 | 2.9% | |
| 70 | 5238 | 2.8% | |
| 67 | 5092 | 2.8% | |
| 60 | 5087 | 2.8% | |
| Other values (87) | 127240 | 69.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 10 | < 0.1% | |
| 4 | 13 | < 0.1% | |
| 5 | 43 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 7 | < 0.1% | |
| 96 | 12 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 52 | < 0.1% | |
| 93 | 62 | < 0.1% |
volleys
Numeric
| Distinct count | 94 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 1.5% |
| Missing (n) | 2713 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.46843572 |
|---|---|
| Minimum | 1 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 35 |
| Median | 52 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 93 |
| Range | 92 |
| Interquartile range | 29 |
Descriptive statistics
| Standard deviation | 18.25661847 |
|---|---|
| Coef of variation | 0.3690559082 |
| Kurtosis | -0.7267787465 |
| Mean | 49.46843572 |
| MAD | 15.30650142 |
| Skewness | -0.3466067701 |
| Sum | 8966896 |
| Variance | 333.3041181 |
| Memory size | 1.4 MiB |
| Value | Count | Frequency (%) | |
| 25 | 7239 | 3.9% | |
| 59 | 4722 | 2.6% | |
| 58 | 4387 | 2.4% | |
| 60 | 4331 | 2.4% | |
| 64 | 4239 | 2.3% | |
| 56 | 4198 | 2.3% | |
| 63 | 4144 | 2.3% | |
| 68 | 4034 | 2.2% | |
| 57 | 3917 | 2.1% | |
| 66 | 3804 | 2.1% | |
| Other values (83) | 136250 | 74.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 2 | 29 | < 0.1% | |
| 3 | 34 | < 0.1% | |
| 4 | 53 | < 0.1% | |
| 5 | 70 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 6 | < 0.1% | |
| 92 | 20 | < 0.1% | |
| 91 | 60 | < 0.1% | |
| 90 | 67 | < 0.1% | |
| 89 | 88 | < 0.1% |
First rows
| acceleration | aggression | agility | attacking_work_rate | balance | ball_control | crossing | curve | date | defensive_work_rate | dribbling | finishing | free_kick_accuracy | gk_diving | gk_handling | gk_kicking | gk_positioning | gk_reflexes | heading_accuracy | id | interceptions | jumping | long_passing | long_shots | marking | overall_rating | penalties | player_api_id | player_fifa_api_id | positioning | potential | preferred_foot | reactions | short_passing | shot_power | sliding_tackle | sprint_speed | stamina | standing_tackle | strength | vision | volleys | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 60.0 | 71.0 | 59.0 | medium | 65.0 | 49.0 | 49.0 | 45.0 | 2016-02-18 00:00:00 | medium | 51.0 | 44.0 | 39.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 | 71.0 | 1 | 70.0 | 58.0 | 64.0 | 35.0 | 65.0 | 67.0 | 48.0 | 505942 | 218353 | 45.0 | 71.0 | right | 47.0 | 61.0 | 55.0 | 69.0 | 64.0 | 54.0 | 69.0 | 76.0 | 54.0 | 44.0 |
| 1 | 60.0 | 71.0 | 59.0 | medium | 65.0 | 49.0 | 49.0 | 45.0 | 2015-11-19 00:00:00 | medium | 51.0 | 44.0 | 39.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 | 71.0 | 2 | 70.0 | 58.0 | 64.0 | 35.0 | 65.0 | 67.0 | 48.0 | 505942 | 218353 | 45.0 | 71.0 | right | 47.0 | 61.0 | 55.0 | 69.0 | 64.0 | 54.0 | 69.0 | 76.0 | 54.0 | 44.0 |
| 2 | 60.0 | 63.0 | 59.0 | medium | 65.0 | 49.0 | 49.0 | 45.0 | 2015-09-21 00:00:00 | medium | 51.0 | 44.0 | 39.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 | 71.0 | 3 | 41.0 | 58.0 | 64.0 | 35.0 | 65.0 | 62.0 | 48.0 | 505942 | 218353 | 45.0 | 66.0 | right | 47.0 | 61.0 | 55.0 | 69.0 | 64.0 | 54.0 | 66.0 | 76.0 | 54.0 | 44.0 |
| 3 | 60.0 | 62.0 | 59.0 | medium | 65.0 | 48.0 | 48.0 | 44.0 | 2015-03-20 00:00:00 | medium | 50.0 | 43.0 | 38.0 | 5.0 | 10.0 | 9.0 | 7.0 | 7.0 | 70.0 | 4 | 40.0 | 58.0 | 63.0 | 34.0 | 62.0 | 61.0 | 47.0 | 505942 | 218353 | 44.0 | 65.0 | right | 46.0 | 60.0 | 54.0 | 66.0 | 64.0 | 54.0 | 63.0 | 76.0 | 53.0 | 43.0 |
| 4 | 60.0 | 62.0 | 59.0 | medium | 65.0 | 48.0 | 48.0 | 44.0 | 2007-02-22 00:00:00 | medium | 50.0 | 43.0 | 38.0 | 5.0 | 10.0 | 9.0 | 7.0 | 7.0 | 70.0 | 5 | 40.0 | 58.0 | 63.0 | 34.0 | 62.0 | 61.0 | 47.0 | 505942 | 218353 | 44.0 | 65.0 | right | 46.0 | 60.0 | 54.0 | 66.0 | 64.0 | 54.0 | 63.0 | 76.0 | 53.0 | 43.0 |
| 5 | 79.0 | 68.0 | 78.0 | high | 90.0 | 71.0 | 80.0 | 70.0 | 2016-04-21 00:00:00 | medium | 73.0 | 53.0 | 69.0 | 14.0 | 7.0 | 9.0 | 9.0 | 12.0 | 58.0 | 6 | 67.0 | 85.0 | 68.0 | 62.0 | 76.0 | 74.0 | 59.0 | 155782 | 189615 | 60.0 | 76.0 | left | 67.0 | 71.0 | 71.0 | 78.0 | 78.0 | 79.0 | 75.0 | 56.0 | 66.0 | 40.0 |
| 6 | 79.0 | 68.0 | 78.0 | high | 90.0 | 71.0 | 80.0 | 70.0 | 2016-04-07 00:00:00 | medium | 73.0 | 53.0 | 69.0 | 14.0 | 7.0 | 9.0 | 9.0 | 12.0 | 58.0 | 7 | 67.0 | 85.0 | 68.0 | 60.0 | 76.0 | 74.0 | 59.0 | 155782 | 189615 | 60.0 | 76.0 | left | 67.0 | 71.0 | 71.0 | 78.0 | 78.0 | 79.0 | 75.0 | 56.0 | 66.0 | 32.0 |
| 7 | 79.0 | 67.0 | 78.0 | high | 90.0 | 70.0 | 79.0 | 68.0 | 2016-01-07 00:00:00 | medium | 71.0 | 52.0 | 69.0 | 14.0 | 7.0 | 9.0 | 9.0 | 12.0 | 57.0 | 8 | 66.0 | 84.0 | 68.0 | 59.0 | 76.0 | 73.0 | 59.0 | 155782 | 189615 | 58.0 | 75.0 | left | 67.0 | 70.0 | 71.0 | 78.0 | 78.0 | 79.0 | 75.0 | 56.0 | 65.0 | 29.0 |
| 8 | 79.0 | 67.0 | 78.0 | high | 90.0 | 70.0 | 79.0 | 68.0 | 2015-12-24 00:00:00 | medium | 71.0 | 51.0 | 69.0 | 14.0 | 7.0 | 9.0 | 9.0 | 12.0 | 57.0 | 9 | 66.0 | 84.0 | 68.0 | 58.0 | 76.0 | 73.0 | 59.0 | 155782 | 189615 | 58.0 | 75.0 | left | 67.0 | 70.0 | 71.0 | 78.0 | 78.0 | 79.0 | 75.0 | 56.0 | 65.0 | 29.0 |
| 9 | 79.0 | 67.0 | 78.0 | high | 90.0 | 70.0 | 79.0 | 68.0 | 2015-12-17 00:00:00 | medium | 71.0 | 51.0 | 69.0 | 14.0 | 7.0 | 9.0 | 9.0 | 12.0 | 57.0 | 10 | 66.0 | 84.0 | 68.0 | 58.0 | 76.0 | 73.0 | 59.0 | 155782 | 189615 | 58.0 | 75.0 | left | 67.0 | 70.0 | 71.0 | 78.0 | 78.0 | 79.0 | 75.0 | 56.0 | 65.0 | 29.0 |
Last rows
| acceleration | aggression | agility | attacking_work_rate | balance | ball_control | crossing | curve | date | defensive_work_rate | dribbling | finishing | free_kick_accuracy | gk_diving | gk_handling | gk_kicking | gk_positioning | gk_reflexes | heading_accuracy | id | interceptions | jumping | long_passing | long_shots | marking | overall_rating | penalties | player_api_id | player_fifa_api_id | positioning | potential | preferred_foot | reactions | short_passing | shot_power | sliding_tackle | sprint_speed | stamina | standing_tackle | strength | vision | volleys | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 183968 | 59.0 | 51.0 | 81.0 | medium | 70.0 | 80.0 | 77.0 | 84.0 | 2012-08-31 00:00:00 | low | 78.0 | 70.0 | 78.0 | 9.0 | 13.0 | 8.0 | 15.0 | 5.0 | 59.0 | 183969 | 32.0 | 58.0 | 81.0 | 79.0 | 22.0 | 78.0 | 78.0 | 39902 | 102359 | 74.0 | 78.0 | right | 70.0 | 80.0 | 76.0 | 30.0 | 63.0 | 50.0 | 31.0 | 62.0 | 82.0 | 77.0 |
| 183969 | 59.0 | 51.0 | 81.0 | medium | 70.0 | 82.0 | 80.0 | 86.0 | 2012-02-22 00:00:00 | low | 80.0 | 72.0 | 78.0 | 9.0 | 13.0 | 8.0 | 15.0 | 5.0 | 59.0 | 183970 | 32.0 | 58.0 | 81.0 | 81.0 | 22.0 | 81.0 | 78.0 | 39902 | 102359 | 77.0 | 81.0 | right | 74.0 | 86.0 | 78.0 | 30.0 | 63.0 | 50.0 | 31.0 | 62.0 | 87.0 | 77.0 |
| 183970 | 60.0 | 51.0 | 81.0 | medium | 70.0 | 82.0 | 80.0 | 86.0 | 2011-08-30 00:00:00 | low | 80.0 | 72.0 | 78.0 | 9.0 | 13.0 | 8.0 | 15.0 | 5.0 | 59.0 | 183971 | 32.0 | 58.0 | 81.0 | 81.0 | 22.0 | 81.0 | 78.0 | 39902 | 102359 | 77.0 | 81.0 | right | 74.0 | 86.0 | 78.0 | 30.0 | 63.0 | 50.0 | 31.0 | 62.0 | 87.0 | 77.0 |
| 183971 | 65.0 | 56.0 | 77.0 | medium | 73.0 | 84.0 | 81.0 | 88.0 | 2011-02-22 00:00:00 | low | 80.0 | 78.0 | 78.0 | 9.0 | 13.0 | 8.0 | 15.0 | 5.0 | 59.0 | 183972 | 32.0 | 58.0 | 82.0 | 83.0 | 22.0 | 81.0 | 73.0 | 39902 | 102359 | 84.0 | 85.0 | right | 83.0 | 85.0 | 78.0 | 30.0 | 69.0 | 71.0 | 31.0 | 70.0 | 87.0 | 77.0 |
| 183972 | 65.0 | 56.0 | 77.0 | medium | 73.0 | 85.0 | 84.0 | 86.0 | 2010-08-30 00:00:00 | low | 84.0 | 78.0 | 78.0 | 9.0 | 13.0 | 8.0 | 15.0 | 5.0 | 59.0 | 183973 | 32.0 | 58.0 | 84.0 | 83.0 | 22.0 | 83.0 | 73.0 | 39902 | 102359 | 84.0 | 85.0 | right | 86.0 | 87.0 | 78.0 | 30.0 | 69.0 | 71.0 | 31.0 | 70.0 | 88.0 | 77.0 |
| 183973 | 66.0 | 56.0 | 77.0 | medium | 73.0 | 85.0 | 84.0 | 86.0 | 2009-08-30 00:00:00 | low | 84.0 | 77.0 | 78.0 | 9.0 | 20.0 | 84.0 | 20.0 | 20.0 | 59.0 | 183974 | 78.0 | 58.0 | 84.0 | 81.0 | 22.0 | 83.0 | 83.0 | 39902 | 102359 | 86.0 | 85.0 | right | 86.0 | 89.0 | 76.0 | 30.0 | 72.0 | 72.0 | 31.0 | 67.0 | 88.0 | 77.0 |
| 183974 | 66.0 | 61.0 | 77.0 | medium | 73.0 | 86.0 | 74.0 | 86.0 | 2009-02-22 00:00:00 | low | 85.0 | 76.0 | 74.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 | 53.0 | 183975 | 64.0 | 58.0 | 73.0 | 73.0 | 32.0 | 78.0 | 70.0 | 39902 | 102359 | 72.0 | 80.0 | right | 74.0 | 84.0 | 75.0 | 30.0 | 67.0 | 66.0 | 31.0 | 65.0 | 88.0 | 77.0 |
| 183975 | 66.0 | 67.0 | 77.0 | medium | 73.0 | 86.0 | 74.0 | 86.0 | 2008-08-30 00:00:00 | low | 85.0 | 71.0 | 74.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 | 53.0 | 183976 | 64.0 | 58.0 | 73.0 | 73.0 | 32.0 | 77.0 | 70.0 | 39902 | 102359 | 72.0 | 80.0 | right | 74.0 | 84.0 | 75.0 | 30.0 | 67.0 | 66.0 | 31.0 | 65.0 | 88.0 | 77.0 |
| 183976 | 61.0 | 63.0 | 77.0 | medium | 73.0 | 91.0 | 74.0 | 86.0 | 2007-08-30 00:00:00 | low | 87.0 | 64.0 | 73.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 | 57.0 | 183977 | 63.0 | 58.0 | 73.0 | 78.0 | 28.0 | 78.0 | 53.0 | 39902 | 102359 | 68.0 | 81.0 | right | 69.0 | 86.0 | 72.0 | 30.0 | 60.0 | 67.0 | 32.0 | 59.0 | 88.0 | 77.0 |
| 183977 | 58.0 | 63.0 | 77.0 | medium | 73.0 | 91.0 | 74.0 | 86.0 | 2007-02-22 00:00:00 | low | 87.0 | 68.0 | 53.0 | 9.0 | 9.0 | 78.0 | 7.0 | 15.0 | 57.0 | 183978 | 63.0 | 58.0 | 78.0 | 78.0 | 38.0 | 80.0 | 53.0 | 39902 | 102359 | 68.0 | 81.0 | right | 66.0 | 88.0 | 72.0 | 30.0 | 64.0 | 67.0 | 32.0 | 59.0 | 88.0 | 77.0 |